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Sandipkumar Surati

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Open access Sep 2026

Beyond Code Correctness: A Hybrid Behavioral-Cognitive Model for Student Assessment in Programming Education

A hybrid conceptual framework that integrates cognitive correctness metrics with behavioral analytics derived from Source Code Management systems, such as GitHub is proposed, which captures authentic student behaviors during assignment development and leverages machine-learning models combined with explainable AI techn...

Amitkumar R. Patel, Jaykumar Patel, Sandipkumar Surati · 0 citations

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